Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	2460
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	352.8 KiB
Average record size in memory	146.9 B

Variable types

Numeric	9
Categorical	5

Alerts

`away_team_hits` is highly overall correlated with `away_team_runs`	High correlation
`away_team_runs` is highly overall correlated with `away_team_hits`	High correlation
`home_team_hits` is highly overall correlated with `home_team_runs`	High correlation
`home_team_runs` is highly overall correlated with `home_team_hits`	High correlation
`start_time` is highly overall correlated with `time_condition`	High correlation
`home_team` is highly overall correlated with `venue` and 1 other fields	High correlation
`venue` is highly overall correlated with `home_team` and 1 other fields	High correlation
`time_condition` is highly overall correlated with `start_time`	High correlation
`field_conditions` is highly overall correlated with `home_team` and 1 other fields	High correlation
`field_conditions` is highly imbalanced (64.2%)	Imbalance
`away_team` is uniformly distributed	Uniform
`home_team` is uniformly distributed	Uniform
`away_team_errors` has 1407 (57.2%) zeros	Zeros
`away_team_runs` has 156 (6.3%) zeros	Zeros
`home_team_errors` has 1416 (57.6%) zeros	Zeros
`home_team_runs` has 130 (5.3%) zeros	Zeros

Reproduction

Analysis started	2023-02-03 23:00:09.145340
Analysis finished	2023-02-03 23:01:56.965153
Duration	1 minute and 47.82 seconds
Software version	pandas-profiling v0.0.dev0
Download configuration	config.json

attendance
Real number (ℝ)

Distinct	2374
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30370.704

Minimum	8766
Maximum	54449
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	8766
5-th percentile	13971.15
Q1	22432
median	30604.5
Q3	38396.25
95-th percentile	45624.1
Maximum	54449
Range	45683
Interquartile range (IQR)	15964.25

Descriptive statistics

Standard deviation	9875.4667
Coefficient of variation (CV)	0.32516424
Kurtosis	-0.90285907
Mean	30370.704
Median Absolute Deviation (MAD)	8006
Skewness	-0.052483633
Sum	74711931
Variance	97524843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27631	3	0.1%
41210	2	0.1%
41850	2	0.1%
13481	2	0.1%
44317	2	0.1%
34294	2	0.1%
39691	2	0.1%
36544	2	0.1%
22230	2	0.1%
26087	2	0.1%
Other values (2364)	2439	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8766	1	< 0.1%
9393	1	< 0.1%
9890	1	< 0.1%
10068	1	< 0.1%
10072	1	< 0.1%
10114	1	< 0.1%
10115	1	< 0.1%
10117	1	< 0.1%
10251	1	< 0.1%
10283	1	< 0.1%

Value	Count	Frequency (%)
54449	2	0.1%
54269	1	< 0.1%
53901	1	< 0.1%
53621	1	< 0.1%
53449	1	< 0.1%
53409	1	< 0.1%
53299	1	< 0.1%
53297	1	< 0.1%
53279	1	< 0.1%
52728	1	< 0.1%

away_team
Categorical

Distinct	30
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	38.4 KiB

Chicago Cubs	90
Los Angeles Dodgers	87
Cleveland Indians	86
Toronto Blue Jays	85
San Francisco Giants	84
Other values (25)	2028

Length

Max length	29
Median length	19
Mean length	16.694309
Min length	12

Characters and Unicode

Total characters	41068
Distinct characters	46
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	New York Mets
2nd row	Philadelphia Phillies
3rd row	Minnesota Twins
4th row	Washington Nationals
5th row	Colorado Rockies

Common Values

Value	Count	Frequency (%)
Chicago Cubs	90	3.7%
Los Angeles Dodgers	87	3.5%
Cleveland Indians	86	3.5%
Toronto Blue Jays	85	3.5%
San Francisco Giants	84	3.4%
Boston Red Sox	83	3.4%
Washington Nationals	83	3.4%
Baltimore Orioles	82	3.3%
Texas Rangers	82	3.3%
Cincinnati Reds	81	3.3%
Other values (20)	1617	65.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
chicago	171	2.8%
angeles	168	2.8%
los	168	2.8%
san	165	2.7%
sox	164	2.7%
new	161	2.7%
york	161	2.7%
cubs	90	1.5%
dodgers	87	1.4%
cleveland	86	1.4%
Other values (57)	4646	76.6%

Most occurring characters

Value	Count	Frequency (%)
a	3762	9.2%
	3607	8.8%
s	3530	8.6%
e	3275	8.0%
i	3021	7.4%
o	2800	6.8%
n	2714	6.6%
t	2035	5.0%
r	1876	4.6%
l	1804	4.4%
Other values (36)	12644	30.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31395	76.4%
Uppercase Letter	5986	14.6%
Space Separator	3607	8.8%
Other Punctuation	80	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3762	12.0%
s	3530	11.2%
e	3275	10.4%
i	3021	9.6%
o	2800	8.9%
n	2714	8.6%
t	2035	6.5%
r	1876	6.0%
l	1804	5.7%
g	915	2.9%
Other values (14)	5663	18.0%

Uppercase Letter

Value	Count	Frequency (%)
C	670	11.2%
A	653	10.9%
B	492	8.2%
S	490	8.2%
R	489	8.2%
M	485	8.1%
T	410	6.8%
P	405	6.8%
D	330	5.5%
L	248	4.1%
Other values (10)	1314	22.0%

Space Separator

Value	Count	Frequency (%)
	3607	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	80	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	37381	91.0%
Common	3687	9.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3762	10.1%
s	3530	9.4%
e	3275	8.8%
i	3021	8.1%
o	2800	7.5%
n	2714	7.3%
t	2035	5.4%
r	1876	5.0%
l	1804	4.8%
g	915	2.4%
Other values (34)	11649	31.2%

Common

Value	Count	Frequency (%)
	3607	97.8%
.	80	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41068	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3762	9.2%
	3607	8.8%
s	3530	8.6%
e	3275	8.0%
i	3021	7.4%
o	2800	6.8%
n	2714	6.6%
t	2035	5.0%
r	1876	4.6%
l	1804	4.4%
Other values (36)	12644	30.8%

away_team_errors
Real number (ℝ)

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5800813

Minimum	0
Maximum	5
Zeros	1407
Zeros (%)	57.2%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.79322671
Coefficient of variation (CV)	1.3674406
Kurtosis	2.1811828
Mean	0.5800813
Median Absolute Deviation (MAD)	0
Skewness	1.4582673
Sum	1427
Variance	0.62920861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	1407	57.2%
1	765	31.1%
2	215	8.7%
3	61	2.5%
4	11	0.4%
5	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1407	57.2%
1	765	31.1%
2	215	8.7%
3	61	2.5%
4	11	0.4%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	11	0.4%
3	61	2.5%
2	215	8.7%
1	765	31.1%
0	1407	57.2%

away_team_hits
Real number (ℝ)

Distinct	22
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7670732

Minimum	1
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	6
median	8
Q3	11
95-th percentile	15
Maximum	22
Range	21
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.5126873
Coefficient of variation (CV)	0.40066819
Kurtosis	0.13926584
Mean	8.7670732
Median Absolute Deviation (MAD)	2
Skewness	0.51233243
Sum	21567
Variance	12.338972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
9	293	11.9%
7	287	11.7%
8	275	11.2%
10	238	9.7%
6	225	9.1%
5	197	8.0%
11	194	7.9%
4	135	5.5%
12	132	5.4%
13	113	4.6%
Other values (12)	371	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7	0.3%
2	26	1.1%
3	83	3.4%
4	135	5.5%
5	197	8.0%
6	225	9.1%
7	287	11.7%
8	275	11.2%
9	293	11.9%
10	238	9.7%

Value	Count	Frequency (%)
22	4	0.2%
21	1	< 0.1%
20	2	0.1%
19	12	0.5%
18	15	0.6%
17	28	1.1%
16	40	1.6%
15	66	2.7%
14	87	3.5%
13	113	4.6%

away_team_runs
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4150407

Minimum	0
Maximum	21
Zeros	156
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	10
Maximum	21
Range	21
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.1053905
Coefficient of variation (CV)	0.70336622
Kurtosis	1.0089307
Mean	4.4150407
Median Absolute Deviation (MAD)	2
Skewness	0.93889878
Sum	10861
Variance	9.64345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
3	347	14.1%
2	340	13.8%
4	308	12.5%
5	272	11.1%
1	265	10.8%
6	217	8.8%
7	179	7.3%
0	156	6.3%
8	115	4.7%
9	85	3.5%
Other values (10)	176	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	156	6.3%
1	265	10.8%
2	340	13.8%
3	347	14.1%
4	308	12.5%
5	272	11.1%
6	217	8.8%
7	179	7.3%
8	115	4.7%
9	85	3.5%

Value	Count	Frequency (%)
21	1	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
16	5	0.2%
15	10	0.4%
14	7	0.3%
13	21	0.9%
12	25	1.0%
11	36	1.5%
10	69	2.8%

game_duration
Real number (ℝ)

Distinct	168
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0853523

Minimum	1.25
Maximum	6.2166667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	1.25
5-th percentile	2.4833333
Q1	2.7833333
median	3.0333333
Q3	3.3166667
95-th percentile	3.8666667
Maximum	6.2166667
Range	4.9666667
Interquartile range (IQR)	0.53333333

Descriptive statistics

Standard deviation	0.46067116
Coefficient of variation (CV)	0.1493091
Kurtosis	5.2599318
Mean	3.0853523
Median Absolute Deviation (MAD)	0.26666667
Skewness	1.4760277
Sum	7589.9667
Variance	0.21221792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.916666667	55	2.2%
2.933333333	54	2.2%
3	53	2.2%
2.9	51	2.1%
3.133333333	47	1.9%
3.066666667	47	1.9%
3.05	46	1.9%
3.083333333	46	1.9%
2.866666667	45	1.8%
3.116666667	45	1.8%
Other values (158)	1971	80.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.25	1	< 0.1%
1.916666667	1	< 0.1%
2.033333333	1	< 0.1%
2.1	1	< 0.1%
2.116666667	1	< 0.1%
2.133333333	2	0.1%
2.166666667	4	0.2%
2.183333333	3	0.1%
2.2	3	0.1%
2.216666667	2	0.1%

Value	Count	Frequency (%)
6.216666667	1	< 0.1%
5.933333333	1	< 0.1%
5.8	1	< 0.1%
5.783333333	1	< 0.1%
5.566666667	1	< 0.1%
5.433333333	1	< 0.1%
5.416666667	2	0.1%
5.383333333	1	< 0.1%
5.3	1	< 0.1%
5.166666667	1	< 0.1%

home_team
Categorical

HIGH CORRELATION UNIFORM

Distinct	30
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	38.4 KiB

Cleveland Indians	89
Chicago Cubs	89
Los Angeles Dodgers	86
Toronto Blue Jays	86
Washington Nationals	84
Other values (25)	2026

Length

Max length	29
Median length	19
Mean length	16.695528
Min length	12

Characters and Unicode

Total characters	41071
Distinct characters	46
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Kansas City Royals
2nd row	Cincinnati Reds
3rd row	Baltimore Orioles
4th row	Atlanta Braves
5th row	Arizona Diamondbacks

Common Values

Value	Count	Frequency (%)
Cleveland Indians	89	3.6%
Chicago Cubs	89	3.6%
Los Angeles Dodgers	86	3.5%
Toronto Blue Jays	86	3.5%
Washington Nationals	84	3.4%
Texas Rangers	83	3.4%
San Francisco Giants	83	3.4%
Boston Red Sox	82	3.3%
Kansas City Royals	81	3.3%
Cincinnati Reds	81	3.3%
Other values (20)	1616	65.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
chicago	169	2.8%
los	167	2.8%
angeles	167	2.8%
san	164	2.7%
sox	162	2.7%
new	162	2.7%
york	162	2.7%
indians	89	1.5%
cleveland	89	1.5%
cubs	89	1.5%
Other values (57)	4646	76.6%

Most occurring characters

Value	Count	Frequency (%)
a	3770	9.2%
	3606	8.8%
s	3530	8.6%
e	3277	8.0%
i	3014	7.3%
o	2795	6.8%
n	2724	6.6%
t	2033	4.9%
r	1872	4.6%
l	1810	4.4%
Other values (36)	12640	30.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31399	76.5%
Uppercase Letter	5985	14.6%
Space Separator	3606	8.8%
Other Punctuation	81	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3770	12.0%
s	3530	11.2%
e	3277	10.4%
i	3014	9.6%
o	2795	8.9%
n	2724	8.7%
t	2033	6.5%
r	1872	6.0%
l	1810	5.8%
d	913	2.9%
Other values (14)	5661	18.0%

Uppercase Letter

Value	Count	Frequency (%)
C	671	11.2%
A	653	10.9%
B	492	8.2%
R	489	8.2%
S	488	8.2%
M	484	8.1%
T	411	6.9%
P	403	6.7%
D	328	5.5%
L	248	4.1%
Other values (10)	1318	22.0%

Space Separator

Value	Count	Frequency (%)
	3606	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	81	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	37384	91.0%
Common	3687	9.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3770	10.1%
s	3530	9.4%
e	3277	8.8%
i	3014	8.1%
o	2795	7.5%
n	2724	7.3%
t	2033	5.4%
r	1872	5.0%
l	1810	4.8%
d	913	2.4%
Other values (34)	11646	31.2%

Common

Value	Count	Frequency (%)
	3606	97.8%
.	81	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41071	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3770	9.2%
	3606	8.8%
s	3530	8.6%
e	3277	8.0%
i	3014	7.3%
o	2795	6.8%
n	2724	6.6%
t	2033	4.9%
r	1872	4.6%
l	1810	4.4%
Other values (36)	12640	30.8%

home_team_errors
Real number (ℝ)

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58617886

Minimum	0
Maximum	5
Zeros	1416
Zeros (%)	57.6%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.80581712
Coefficient of variation (CV)	1.3746949
Kurtosis	2.0546943
Mean	0.58617886
Median Absolute Deviation (MAD)	0
Skewness	1.4410193
Sum	1442
Variance	0.64934123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	1416	57.6%
1	732	29.8%
2	241	9.8%
3	57	2.3%
4	13	0.5%
5	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1416	57.6%
1	732	29.8%
2	241	9.8%
3	57	2.3%
4	13	0.5%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	13	0.5%
3	57	2.3%
2	241	9.8%
1	732	29.8%
0	1416	57.6%

home_team_hits
Real number (ℝ)

Distinct	23
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6113821

Minimum	0
Maximum	22
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	6
median	8
Q3	11
95-th percentile	15
Maximum	22
Range	22
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.4386792
Coefficient of variation (CV)	0.39931792
Kurtosis	0.18147362
Mean	8.6113821
Median Absolute Deviation (MAD)	2
Skewness	0.47623304
Sum	21184
Variance	11.824515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
8	294	12.0%
7	275	11.2%
9	274	11.1%
6	257	10.4%
10	236	9.6%
11	194	7.9%
5	184	7.5%
12	165	6.7%
4	151	6.1%
13	96	3.9%
Other values (13)	334	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	12	0.5%
2	33	1.3%
3	72	2.9%
4	151	6.1%
5	184	7.5%
6	257	10.4%
7	275	11.2%
8	294	12.0%
9	274	11.1%

Value	Count	Frequency (%)
22	1	< 0.1%
21	3	0.1%
20	1	< 0.1%
19	10	0.4%
18	17	0.7%
17	28	1.1%
16	31	1.3%
15	36	1.5%
14	89	3.6%
13	96	3.9%

home_team_runs
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5203252

Minimum	0
Maximum	17
Zeros	130
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	11
Maximum	17
Range	17
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.1125024
Coefficient of variation (CV)	0.68855719
Kurtosis	0.83058099
Mean	4.5203252
Median Absolute Deviation (MAD)	2
Skewness	0.92009549
Sum	11120
Variance	9.6876713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
3	354	14.4%
2	312	12.7%
4	305	12.4%
5	301	12.2%
1	273	11.1%
6	207	8.4%
7	190	7.7%
0	130	5.3%
8	130	5.3%
9	79	3.2%
Other values (8)	179	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	130	5.3%
1	273	11.1%
2	312	12.7%
3	354	14.4%
4	305	12.4%
5	301	12.2%
6	207	8.4%
7	190	7.7%
8	130	5.3%
9	79	3.2%

Value	Count	Frequency (%)
17	4	0.2%
16	5	0.2%
15	4	0.2%
14	16	0.7%
13	26	1.1%
12	33	1.3%
11	37	1.5%
10	54	2.2%
9	79	3.2%
8	130	5.3%

start_time
Real number (ℝ)

Distinct	207
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.286165

Minimum	11.083333
Maximum	21.866667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	38.4 KiB

Quantile statistics

Minimum	11.083333
5-th percentile	12.766667
Q1	13.65
median	19.116667
Q3	19.166667
95-th percentile	19.283333
Maximum	21.866667
Range	10.783333
Interquartile range (IQR)	5.5166667

Descriptive statistics

Standard deviation	2.6709815
Coefficient of variation (CV)	0.15451556
Kurtosis	-1.1362629
Mean	17.286165
Median Absolute Deviation (MAD)	0.15
Skewness	-0.81782639
Sum	42523.967
Variance	7.1341423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.16666667	413	16.8%
19.18333333	213	8.7%
19.11666667	195	7.9%
19.13333333	138	5.6%
13.16666667	121	4.9%
13.18333333	82	3.3%
19.15	80	3.3%
19.25	66	2.7%
18.66666667	51	2.1%
19.1	50	2.0%
Other values (197)	1051	42.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.08333333	1	< 0.1%
11.11666667	1	< 0.1%
12.08333333	1	< 0.1%
12.1	5	0.2%
12.11666667	1	< 0.1%
12.13333333	2	0.1%
12.15	1	< 0.1%
12.16666667	21	0.9%
12.18333333	6	0.2%
12.2	1	< 0.1%

Value	Count	Frequency (%)
21.86666667	1	< 0.1%
21.78333333	1	< 0.1%
21.51666667	1	< 0.1%
21.35	2	0.1%
21.25	1	< 0.1%
20.83333333	1	< 0.1%
20.8	1	< 0.1%
20.68333333	1	< 0.1%
20.66666667	1	< 0.1%
20.5	1	< 0.1%

venue
Categorical

Distinct	31
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	38.4 KiB

progressivefield	89
wrigleyfield	89
dodgerstadium	86
rogerscentre	86
nationalspark	84
Other values (26)	2026

Length

Max length	29
Median length	17
Mean length	13.99878
Min length	7

Characters and Unicode

Total characters	34437
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	kauffmanstadium
2nd row	greatamericanballpark
3rd row	orioleparkatcamdenyards
4th row	turnerfield
5th row	chasefield

Common Values

Value	Count	Frequency (%)
progressivefield	89	3.6%
wrigleyfield	89	3.6%
dodgerstadium	86	3.5%
rogerscentre	86	3.5%
nationalspark	84	3.4%
globelifeparkinarlington	83	3.4%
at&tpark	83	3.4%
fenwaypark	82	3.3%
kauffmanstadium	81	3.3%
greatamericanballpark	81	3.3%
Other values (21)	1616	65.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
progressivefield	89	3.6%
wrigleyfield	89	3.6%
dodgerstadium	86	3.5%
rogerscentre	86	3.5%
nationalspark	84	3.4%
globelifeparkinarlington	83	3.4%
at&tpark	83	3.4%
fenwaypark	82	3.3%
safecofield	81	3.3%
orioleparkatcamdenyards	81	3.3%
Other values (21)	1616	65.7%

Most occurring characters

Value	Count	Frequency (%)
a	4151	12.1%
i	3363	9.8%
e	3300	9.6%
r	2803	8.1%
l	2295	6.7%
d	1811	5.3%
n	1797	5.2%
t	1720	5.0%
s	1485	4.3%
o	1483	4.3%
Other values (16)	10229	29.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	34113	99.1%
Other Punctuation	243	0.7%
Dash Punctuation	81	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	4151	12.2%
i	3363	9.9%
e	3300	9.7%
r	2803	8.2%
l	2295	6.7%
d	1811	5.3%
n	1797	5.3%
t	1720	5.0%
s	1485	4.4%
o	1483	4.3%
Other values (13)	9905	29.0%

Other Punctuation

Value	Count	Frequency (%)
.	160	65.8%
&	83	34.2%

Dash Punctuation

Value	Count	Frequency (%)
-	81	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	34113	99.1%
Common	324	0.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	4151	12.2%
i	3363	9.9%
e	3300	9.7%
r	2803	8.2%
l	2295	6.7%
d	1811	5.3%
n	1797	5.3%
t	1720	5.0%
s	1485	4.4%
o	1483	4.3%
Other values (13)	9905	29.0%

Common

Value	Count	Frequency (%)
.	160	49.4%
&	83	25.6%
-	81	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	34437	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	4151	12.1%
i	3363	9.8%
e	3300	9.6%
r	2803	8.1%
l	2295	6.7%
d	1811	5.3%
n	1797	5.2%
t	1720	5.0%
s	1485	4.3%
o	1483	4.3%
Other values (16)	10229	29.7%

time_condition
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.4 KiB

Night Game	1664
Day Game	796

Length

Max length	10
Median length	10
Mean length	9.3528455
Min length	8

Characters and Unicode

Total characters	23008
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Night Game
2nd row	Night Game
3rd row	Night Game
4th row	Night Game
5th row	Day Game

Common Values

Value	Count	Frequency (%)
Night Game	1664	67.6%
Day Game	796	32.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
game	2460	50.0%
night	1664	33.8%
day	796	16.2%

Most occurring characters

Value	Count	Frequency (%)
a	3256	14.2%
	2460	10.7%
G	2460	10.7%
m	2460	10.7%
e	2460	10.7%
N	1664	7.2%
i	1664	7.2%
g	1664	7.2%
h	1664	7.2%
t	1664	7.2%
Other values (2)	1592	6.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15628	67.9%
Uppercase Letter	4920	21.4%
Space Separator	2460	10.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3256	20.8%
m	2460	15.7%
e	2460	15.7%
i	1664	10.6%
g	1664	10.6%
h	1664	10.6%
t	1664	10.6%
y	796	5.1%

Uppercase Letter

Value	Count	Frequency (%)
G	2460	50.0%
N	1664	33.8%
D	796	16.2%

Space Separator

Value	Count	Frequency (%)
	2460	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20548	89.3%
Common	2460	10.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3256	15.8%
G	2460	12.0%
m	2460	12.0%
e	2460	12.0%
N	1664	8.1%
i	1664	8.1%
g	1664	8.1%
h	1664	8.1%
t	1664	8.1%
D	796	3.9%

Common

Value	Count	Frequency (%)
	2460	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3256	14.2%
	2460	10.7%
G	2460	10.7%
m	2460	10.7%
e	2460	10.7%
N	1664	7.2%
i	1664	7.2%
g	1664	7.2%
h	1664	7.2%
t	1664	7.2%
Other values (2)	1592	6.9%

field_conditions
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.4 KiB

on grass	2293
on turf	167

Length

Max length	9
Median length	9
Mean length	8.9321138
Min length	8

Characters and Unicode

Total characters	21973
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	on grass
2nd row	on grass
3rd row	on grass
4th row	on grass
5th row	on grass

Common Values

Value	Count	Frequency (%)
on grass	2293	93.2%
on turf	167	6.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
on	2460	50.0%
grass	2293	46.6%
turf	167	3.4%

Most occurring characters

Value	Count	Frequency (%)
	4920	22.4%
s	4586	20.9%
o	2460	11.2%
n	2460	11.2%
r	2460	11.2%
g	2293	10.4%
a	2293	10.4%
t	167	0.8%
u	167	0.8%
f	167	0.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	17053	77.6%
Space Separator	4920	22.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	4586	26.9%
o	2460	14.4%
n	2460	14.4%
r	2460	14.4%
g	2293	13.4%
a	2293	13.4%
t	167	1.0%
u	167	1.0%
f	167	1.0%

Space Separator

Value	Count	Frequency (%)
	4920	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	17053	77.6%
Common	4920	22.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	4586	26.9%
o	2460	14.4%
n	2460	14.4%
r	2460	14.4%
g	2293	13.4%
a	2293	13.4%
t	167	1.0%
u	167	1.0%
f	167	1.0%

Common

Value	Count	Frequency (%)
	4920	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	4920	22.4%
s	4586	20.9%
o	2460	11.2%
n	2460	11.2%
r	2460	11.2%
g	2293	10.4%
a	2293	10.4%
t	167	0.8%
u	167	0.8%
f	167	0.8%

Auto

Heatmap
Table

	attendance	away_team_errors	away_team_hits	away_team_runs	game_duration	home_team_errors	home_team_hits	home_team_runs	start_time	away_team	home_team	venue	time_condition	field_conditions
attendance	1.000	0.018	-0.042	-0.049	0.050	-0.018	0.001	0.024	-0.079	0.119	0.425	0.426	0.123	0.402
away_team_errors	0.018	1.000	0.033	0.047	0.131	0.005	0.145	0.206	0.016	0.033	0.000	0.000	0.000	0.000
away_team_hits	-0.042	0.033	1.000	0.759	0.487	0.166	0.101	0.046	-0.007	0.000	0.067	0.067	0.000	0.000
away_team_runs	-0.049	0.047	0.759	1.000	0.458	0.257	0.087	0.035	-0.003	0.030	0.064	0.062	0.000	0.000
game_duration	0.050	0.131	0.487	0.458	1.000	0.152	0.348	0.246	0.003	0.032	0.068	0.066	0.061	0.041
home_team_errors	-0.018	0.005	0.166	0.257	0.152	1.000	-0.019	-0.010	-0.027	0.036	0.049	0.046	0.000	0.000
home_team_hits	0.001	0.145	0.101	0.087	0.348	-0.019	1.000	0.747	-0.030	0.040	0.060	0.059	0.000	0.000
home_team_runs	0.024	0.206	0.046	0.035	0.246	-0.010	0.747	1.000	-0.005	0.008	0.038	0.034	0.000	0.000
start_time	-0.079	0.016	-0.007	-0.003	0.003	-0.027	-0.030	-0.005	1.000	0.039	0.199	0.203	0.995	0.092
away_team	0.119	0.033	0.000	0.030	0.032	0.036	0.040	0.008	0.039	1.000	0.179	0.179	0.000	0.251
home_team	0.425	0.000	0.067	0.064	0.068	0.049	0.060	0.038	0.199	0.179	1.000	1.000	0.098	0.994
venue	0.426	0.000	0.067	0.062	0.066	0.046	0.059	0.034	0.203	0.179	1.000	1.000	0.097	0.994
time_condition	0.123	0.000	0.000	0.000	0.061	0.000	0.000	0.000	0.995	0.000	0.098	0.097	1.000	0.021
field_conditions	0.402	0.000	0.000	0.000	0.041	0.000	0.000	0.000	0.092	0.251	0.994	0.994	0.021	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	attendance	away_team	away_team_errors	away_team_hits	away_team_runs	game_duration	home_team	home_team_errors	home_team_hits	home_team_runs	start_time	venue	time_condition	field_conditions
0	40030.0	New York Mets	1	7	3	3.216667	Kansas City Royals	0	9	4	19.633333	kauffmanstadium	Night Game	on grass
1	21621.0	Philadelphia Phillies	0	5	2	2.383333	Cincinnati Reds	0	8	3	19.183333	greatamericanballpark	Night Game	on grass
2	12622.0	Minnesota Twins	0	5	2	3.183333	Baltimore Orioles	0	9	4	19.116667	orioleparkatcamdenyards	Night Game	on grass
3	18531.0	Washington Nationals	0	8	3	2.883333	Atlanta Braves	1	8	1	19.166667	turnerfield	Night Game	on grass
4	18572.0	Colorado Rockies	1	8	4	2.650000	Arizona Diamondbacks	0	8	3	12.666667	chasefield	Day Game	on grass
5	28386.0	Seattle Mariners	1	11	10	3.500000	Texas Rangers	1	7	2	19.116667	globelifeparkinarlington	Night Game	on grass
6	12757.0	Toronto Blue Jays	0	9	2	3.116667	Tampa Bay Rays	1	7	3	19.166667	tropicanafield	Night Game	on turf
7	28329.0	Los Angeles Dodgers	0	6	3	2.600000	San Diego Padres	1	2	0	19.183333	petcopark	Night Game	on grass
8	26049.0	St. Louis Cardinals	1	8	5	3.450000	Pittsburgh Pirates	2	12	6	19.133333	pncpark	Night Game	on grass
9	10478.0	Chicago White Sox	0	11	5	3.466667	Oakland Athletics	0	10	4	19.133333	oakland-alamedacountycoliseum	Night Game	on grass

	attendance	away_team	away_team_errors	away_team_hits	away_team_runs	game_duration	home_team	home_team_errors	home_team_hits	home_team_runs	start_time	venue	time_condition	field_conditions
2453	43683.0	Philadelphia Phillies	2	6	2	2.933333	Cincinnati Reds	0	6	6	16.183333	greatamericanballpark	Day Game	on grass
2454	45785.0	Minnesota Twins	0	7	2	2.800000	Baltimore Orioles	0	10	3	16.766667	orioleparkatcamdenyards	Day Game	on grass
2455	48282.0	Washington Nationals	0	8	4	3.383333	Atlanta Braves	2	4	3	16.216667	turnerfield	Day Game	on grass
2456	48165.0	Colorado Rockies	0	15	10	4.183333	Arizona Diamondbacks	0	12	5	18.700000	chasefield	Night Game	on grass
2457	44020.0	Chicago Cubs	0	11	9	3.133333	Los Angeles Angels of Anaheim	1	3	0	19.133333	angelstadiumofanaheim	Night Game	on grass
2458	31042.0	Toronto Blue Jays	2	7	5	2.850000	Tampa Bay Rays	1	7	3	16.150000	tropicanafield	Day Game	on turf
2459	39500.0	St. Louis Cardinals	0	5	1	3.033333	Pittsburgh Pirates	1	9	4	13.250000	pncpark	Day Game	on grass
2460	20098.0	San Francisco Giants	0	6	3	3.316667	Milwaukee Brewers	2	9	4	12.683333	millerpark	Day Game	on grass
2461	17883.0	Detroit Tigers	0	13	7	3.366667	Miami Marlins	1	10	3	16.950000	marlinspark	Day Game	on grass
2462	10298.0	Boston Red Sox	1	10	6	3.483333	Cleveland Indians	0	9	7	18.366667	progressivefield	Night Game	on grass

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII